ANALYTIC TECHNIQUES FOR IMPROVED SUPER TILING MACHINE LEARNING PROCESSING

Techniques for enhancing machine learning (ML) model execution. The technique includes determining an amount of memory used to process layers of a machine learning network having multiple layers, smoothing the amount of memory used to process the layers of the machine learning network based on a num...

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Bibliographische Detailangaben
Hauptverfasser: DESAPPAN, Kumar, GARG, Rishabh, JAIN, Anshu, SWAMI, Pramod, Kumar
Format: Patent
Sprache:eng ; fre ; ger
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Zusammenfassung:Techniques for enhancing machine learning (ML) model execution. The technique includes determining an amount of memory used to process layers of a machine learning network having multiple layers, smoothing the amount of memory used to process the layers of the machine learning network based on a number of layers, identifying change layers where the smoothed amount of memory used changes more than a memory change threshold amount, grouping the layers of the machine learning network into a first layer grouping based on the identified change layers, and outputting the first layer grouping.